AI:MachineLearning/DeepNeuralNetwork

DeepRed: Machine Vision & DNN Development Platform

IBM PowerAI Inference Engine based on Xilinx ZYNQ SoC

DeepRed development platform is specially designed for industry grade deployment of Deep Neural Network using Xilinx ZYNQ SOC. Complex DNN design can be synthesized using IBM Power AI Inference Engine without the need of HDL coding.

2) A flexible support of quantization to address the limited resource issues, Our design supports flexible quantization for weights and activations either within a layer or across layers in DNN. It also supports binary and ternary networks.

3) A fine-grained layer-based pipeline architecture that can achieve high throughput even without batch processing.

4) An unified and flexible Processing Engine (PE) that provides a two dimensional parallelism scheme for implementing major layers in DNNs including convolutional layer and fully-connected layer.